Olive Branch Mississippi Strip Mall. Strip Mall In Olive Branch, Mississippi, Olive Branch Is A City In Desoto County, Mississippi, United States. The Population Was 33,484 At The 2010 Census, Up From 21,054 In 2000. Olive Branch Is A Suburb Of Memphis, Tennessee, And Is Part Of The Memphis Metropolitan Statistical Area, A Region That Consists Of Three Counties In Southwest Tennessee, Five Counties In Northwest Mississippi, And Two Counties In Eastern Arkansas.

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